{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Description of example matrix \"crp_energy_matrix\":\n",
      "# \n",
      "# CRP energy matrix from Kinney et al. (2010).\n",
      "# Matrix values are in units of kcal/mol.\n",
      "# \n",
      "# References\n",
      "# \n",
      "# Kinney JB et al. (2010) Using deep sequencing to characterize the\n",
      "# biophysical mechanism of a transcriptional regulatory sequence.\n",
      "# Proc Natl Acad Sci USA. 107(20):9158–63.\n",
      "# \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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U7JG5ZK1o+YiQAX9K46uwECZPFtFTPYKCpNfeuedCz54SCiwpES/K779LaHLN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\nrkJggg==\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import sys\n",
    "import matplotlib.pyplot as plt\n",
    "sys.path.append('../../')\n",
    "%matplotlib inline\n",
    "\n",
    "import logomaker\n",
    "logomaker.demo()"
   ]
  },
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   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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